{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python and R in a single Notebook \n",
    "\n",
    "From the instructions of [all-spark-notebook](https://github.com/jupyter/docker-stacks/tree/master/all-spark-notebook) and [Stackoverflow](https://stackoverflow.com/questions/39008069/r-and-python-in-one-jupyter-notebook).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last run: 2019-12-19 09:09:24.610738 UTC\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "print('Last run:', datetime.datetime.utcnow(), 'UTC')  # timezone can't be detected from browser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Processing in Python\n",
    "* Create a dataframe\n",
    "* load the rpy2 module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "n = 100\n",
    "df = pd.DataFrame({\n",
    "    'cups_of_coffee': np.random.exponential(3, size=n),\n",
    "    'productivity': np.random.normal(100, 15, n),\n",
    "    'gender': np.random.choice([\"f\", \"m\"], n)\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Processing in R\n",
    "\n",
    "* Install and load ggplot2\n",
    "* Receive the dataframe and set the figure size including resolution\n",
    "* Plot the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "#install.packages(\"ggplot2\", repos='http://cran.us.r-project.org', quiet=TRUE)\n",
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/rpy2/robjects/pandas2ri.py:191: FutureWarning: from_items is deprecated. Please use DataFrame.from_dict(dict(items), ...) instead. DataFrame.from_dict(OrderedDict(items)) may be used to preserve the key order.\n",
      "  res = PandasDataFrame.from_items(items)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -i df -w 10 -h 10 --units cm -r 200\n",
    "ggplot(df, aes(x=cups_of_coffee, y=productivity, color=gender)) + geom_point() + \n",
    "geom_smooth(method=\"lm\", se=TRUE) + ylab(\"Normalized Productivity\") + xlab(\"Cups of Coffee per day\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
